[INSERT DATASET NAME] Report

[INSERT DATASET DESCRIPTION]

Table of Contents

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• Overview

  • Quick Info

  • Data Types

  • Data Preview

  • Missing Values

  • Rows With Missing Value

  • Constant Occurrence

  • Duplicate Rows

• Univariate Analysis

• Bivariate analysis

  • Correlation Plot

  • Pairplot

  • Contingency table

• Multivariate analysis

  • Principal Component Analysis

  • Parallel coordinates

  • Parallel categories

Overview

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Quick Info

Rows	569
Columns	32
Missing cells	0 (0.00 %)
Zeros	227 (1.25 %)
Duplicate rows	0 (0.00 %)

Data Types

Column Name	Inferred Data Type
ID	categorical
DIAGNOSIS	categorical
RADIUS1	categorical
TEXTURE1	numeric
PERIMETER1	numeric
AREA1	numeric
SMOOTHNESS1	numeric
COMPACTNESS1	numeric
CONCAVITY1	numeric
CONCAVE_POINTS1	numeric
SYMMETRY1	numeric
FRACTAL_DIMENSION1	numeric
RADIUS2	numeric
TEXTURE2	numeric
PERIMETER2	numeric
AREA2	numeric
SMOOTHNESS2	numeric
COMPACTNESS2	numeric
CONCAVITY2	numeric
CONCAVE_POINTS2	numeric
SYMMETRY2	numeric
FRACTAL_DIMENSION2	numeric
RADIUS3	numeric
TEXTURE3	numeric
PERIMETER3	numeric
AREA3	numeric
SMOOTHNESS3	numeric
COMPACTNESS3	numeric
CONCAVITY3	numeric
CONCAVE_POINTS3	numeric
SYMMETRY3	numeric
FRACTAL_DIMENSION3	numeric

Data Preview

First rows

	ID	DIAGNOSIS	RADIUS1	TEXTURE1	PERIMETER1	AREA1	SMOOTHNESS1	COMPACTNESS1	CONCAVITY1	CONCAVE_POINTS1	...	RADIUS3	TEXTURE3	PERIMETER3	AREA3	SMOOTHNESS3	COMPACTNESS3	CONCAVITY3	CONCAVE_POINTS3	SYMMETRY3	FRACTAL_DIMENSION3
0	901087.0	B	13.45	19.41	89.78	435.2	0.08020	0.00000	0.00000	0.00000	...	14.80	26.03	96.11	437.5	0.08723	0.0849	0.00000	0.00000	0.2447	0.07748
1	855133.0	B	11.85	16.43	77.88	477.4	0.09858	0.07722	0.01872	0.02777	...	12.96	23.08	82.53	575.1	0.11200	0.0870	0.04232	0.05586	0.2229	0.06783
2	86561.0	B	12.34	18.02	78.59	402.5	0.08477	0.10960	0.03934	0.07957	...	13.67	23.12	87.79	495.1	0.10960	0.3346	0.35970	0.14320	0.2963	0.09614
3	911366.0	B	12.43	23.17	83.24	499.0	0.11420	0.06677	0.07943	0.01111	...	14.87	33.49	102.50	764.7	0.16820	0.1911	0.15630	0.06544	0.2525	0.09519
4	915276.0	B	12.38	15.74	73.40	682.9	0.07941	0.12220	0.02271	0.01113	...	10.96	20.62	82.98	775.8	0.10250	0.1903	0.18030	0.08123	0.2853	0.07698

5 rows × 32 columns

Last rows

	ID	DIAGNOSIS	RADIUS1	TEXTURE1	PERIMETER1	AREA1	SMOOTHNESS1	COMPACTNESS1	CONCAVITY1	CONCAVE_POINTS1	...	RADIUS3	TEXTURE3	PERIMETER3	AREA3	SMOOTHNESS3	COMPACTNESS3	CONCAVITY3	CONCAVE_POINTS3	SYMMETRY3	FRACTAL_DIMENSION3
564	857343.0	B	13.88	17.46	61.30	491.9	0.09906	0.06949	0.03990	0.01069	...	12.28	27.33	69.85	380.2	0.1226	0.1149	0.07722	0.06956	0.3108	0.07924
565	897604.0	B	12.91	20.37	86.61	428.6	0.10890	0.10100	0.04972	0.02277	...	13.26	33.04	96.41	523.0	0.1641	0.1087	0.06874	0.03264	0.2459	0.10720
566	922264.0	B	13.65	17.31	87.30	528.9	0.10890	0.15640	0.21350	0.10150	...	14.26	22.38	98.00	677.4	0.1565	0.8561	0.87990	0.18170	0.3175	0.10710
567	898678.0	M	16.31	17.84	122.80	461.1	0.08772	0.05831	0.08370	0.05397	...	19.85	22.09	152.10	585.6	0.1284	0.1692	0.24290	0.12160	0.2879	0.07944
568	9010667.0	B	10.76	16.34	65.25	390.9	0.08481	0.12050	0.09077	0.02647	...	11.27	17.88	71.10	376.6	0.1053	0.2758	0.29850	0.08507	0.2743	0.08950

5 rows × 32 columns

Sample

	ID	DIAGNOSIS	RADIUS1	TEXTURE1	PERIMETER1	AREA1	SMOOTHNESS1	COMPACTNESS1	CONCAVITY1	CONCAVE_POINTS1	...	RADIUS3	TEXTURE3	PERIMETER3	AREA3	SMOOTHNESS3	COMPACTNESS3	CONCAVITY3	CONCAVE_POINTS3	SYMMETRY3	FRACTAL_DIMENSION3
22	871093.0	B	10.05	21.56	68.49	396.0	0.10530	0.16040	0.15690	0.08259	...	12.58	24.39	91.82	412.0	0.1515	0.3151	0.5390	0.22470	0.4072	0.08255
226	901027.0	B	14.34	12.99	88.66	680.8	0.09448	0.08978	0.02855	0.03112	...	16.19	18.40	94.81	762.4	0.1315	0.2051	0.1204	0.06494	0.2838	0.07987
170	86211.0	B	13.16	20.86	89.60	564.2	0.10300	0.05898	0.04005	0.04306	...	15.34	28.00	92.93	609.1	0.1385	0.1564	0.2526	0.10950	0.3058	0.07484
351	862721.0	B	12.33	18.06	84.54	541.2	0.11390	0.12000	0.05542	0.04181	...	16.38	29.73	101.40	657.6	0.1528	0.1932	0.1835	0.14820	0.3305	0.08304
409	846226.0	B	12.32	16.34	82.85	577.2	0.09741	0.12000	0.14310	0.07950	...	13.84	20.46	101.30	699.9	0.1257	0.1857	0.3399	0.13590	0.3196	0.06742

5 rows × 32 columns

Missing Values

There are no missing values

Rows With Missing Value

There are no missing values

Constant Occurrence

Column Name	0 Count	0 %
CONCAVE_POINTS3	42	7.381
CONCAVE_POINTS1	37	6.503
CONCAVITY1	36	6.327
CONCAVITY3	36	6.327
CONCAVE_POINTS2	34	5.975
CONCAVITY2	34	5.975
COMPACTNESS2	4	0.703
COMPACTNESS1	3	0.527
COMPACTNESS3	1	0.176
SMOOTHNESS3	0	0.000
AREA3	0	0.000
PERIMETER3	0	0.000
TEXTURE3	0	0.000
RADIUS3	0	0.000
FRACTAL_DIMENSION2	0	0.000
SYMMETRY2	0	0.000
SYMMETRY3	0	0.000
ID	0	0.000
SMOOTHNESS2	0	0.000
DIAGNOSIS	0	0.000
AREA2	0	0.000
PERIMETER2	0	0.000
TEXTURE2	0	0.000
RADIUS2	0	0.000
FRACTAL_DIMENSION1	0	0.000
SYMMETRY1	0	0.000
SMOOTHNESS1	0	0.000
AREA1	0	0.000
PERIMETER1	0	0.000
TEXTURE1	0	0.000
RADIUS1	0	0.000
FRACTAL_DIMENSION3	0	0.000

Duplicate Rows

There are no duplicated rows

Univariate Analysis

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ID - categorical

Most frequent values

901315.0	6 (1.05 %)
89812.0	4 (0.70 %)
858970.0	4 (0.70 %)
905520.0	4 (0.70 %)
892604.0	4 (0.70 %)
Other values count	547 (96.13 %)
Null	0 (0.00 %)

Number of unique values is greater than 50, not plotting bar plot.

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DIAGNOSIS - categorical

Most frequent values

B	408 (71.70 %)
M	161 (28.30 %)
Other values count	0 (0.00 %)
Null	0 (0.00 %)

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RADIUS1 - categorical

Most frequent values

12.34	9 (1.58 %)
13.46	7 (1.23 %)
13.67	6 (1.05 %)
12.35	6 (1.05 %)
13.1	6 (1.05 %)
Other values count	535 (94.02 %)
Null	0 (0.00 %)

Number of unique values is greater than 50, not plotting bar plot.

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TEXTURE1 - numeric

Descriptive Statistics Number of unique values 416 Sum 10 699.90 Mean 18.80 Mode 16.34 Standard deviation 3.57 Mean absolute deviation 2.79 Median absolute deviation 2.33 Coefficient of variation 0.19 Kurtosis 0.53 Skewness 0.59

Quantile Statistics Minimum 10.86 Maximum 33.36 Q1 16.38 Median 18.58 Q3 20.90 Range 22.50 IQR 4.52

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PERIMETER1 - numeric

Descriptive Statistics Number of unique values 487 Sum 49 777.35 Mean 87.48 Mode 130.0 Standard deviation 17.97 Mean absolute deviation 13.39 Median absolute deviation 9.83 Coefficient of variation 0.21 Kurtosis 0.85 Skewness 0.94

Quantile Statistics Minimum 34.16 Maximum 142.30 Q1 76.49 Median 83.74 Q3 94.87 Range 108.14 IQR 18.38

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AREA1 - numeric

Descriptive Statistics Number of unique values 490 Sum 338 266.60 Mean 594.49 Mode 366.90 Standard deviation 249.23 Mean absolute deviation 176.64 Median absolute deviation 127.79 Coefficient of variation 0.42 Kurtosis 3.77 Skewness 1.73

Quantile Statistics Minimum 181.50 Maximum 2 073.0 Q1 446.60 Median 531.50 Q3 661.70 Range 1 891.50 IQR 215.10

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SMOOTHNESS1 - numeric

Descriptive Statistics Number of unique values 339 Sum 54.29 Mean 0.10 Mode 0.09 Standard deviation 0.01 Mean absolute deviation 0.01 Median absolute deviation 0.01 Coefficient of variation 0.12 Kurtosis 1.01 Skewness 0.51

Quantile Statistics Minimum 0.06 Maximum 0.14 Q1 0.09 Median 0.09 Q3 0.10 Range 0.09 IQR 0.02

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COMPACTNESS1 - numeric

Descriptive Statistics Number of unique values 448 Sum 54.30 Mean 0.10 Mode 0.08 Standard deviation 0.04 Mean absolute deviation 0.03 Median absolute deviation 0.03 Coefficient of variation 0.44 Kurtosis 4.88 Skewness 1.43

Quantile Statistics Minimum 0.0 Maximum 0.37 Q1 0.07 Median 0.09 Q3 0.12 Range 0.37 IQR 0.05

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CONCAVITY1 - numeric

Descriptive Statistics Number of unique values 443 Sum 38.43 Mean 0.07 Mode 0.0 Standard deviation 0.06 Mean absolute deviation 0.04 Median absolute deviation 0.04 Coefficient of variation 0.82 Kurtosis 1.68 Skewness 1.27

Quantile Statistics Minimum 0.0 Maximum 0.32 Q1 0.03 Median 0.05 Q3 0.09 Range 0.32 IQR 0.07

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CONCAVE_POINTS1 - numeric

Descriptive Statistics Number of unique values 435 Sum 22.75 Mean 0.04 Mode 0.0 Standard deviation 0.03 Mean absolute deviation 0.02 Median absolute deviation 0.02 Coefficient of variation 0.75 Kurtosis 0.38 Skewness 0.88

Quantile Statistics Minimum 0.0 Maximum 0.17 Q1 0.02 Median 0.03 Q3 0.06 Range 0.17 IQR 0.04

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SYMMETRY1 - numeric

Descriptive Statistics Number of unique values 312 Sum 99.03 Mean 0.17 Mode 0.16 Standard deviation 0.02 Mean absolute deviation 0.02 Median absolute deviation 0.01 Coefficient of variation 0.12 Kurtosis 0.72 Skewness 0.62

Quantile Statistics Minimum 0.12 Maximum 0.26 Q1 0.16 Median 0.17 Q3 0.19 Range 0.14 IQR 0.03

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FRACTAL_DIMENSION1 - numeric

Descriptive Statistics Number of unique values 332 Sum 35.92 Mean 0.06 Mode 0.06 Standard deviation 0.01 Mean absolute deviation 0.00 Median absolute deviation 0.00 Coefficient of variation 0.10 Kurtosis 1.03 Skewness 1.01

Quantile Statistics Minimum 0.05 Maximum 0.09 Q1 0.06 Median 0.06 Q3 0.07 Range 0.04 IQR 0.01

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RADIUS2 - numeric

Descriptive Statistics Number of unique values 428 Sum 196.05 Mean 0.34 Mode 0.23 Standard deviation 0.22 Mean absolute deviation 0.14 Median absolute deviation 0.11 Coefficient of variation 0.63 Kurtosis 17.67 Skewness 3.39

Quantile Statistics Minimum 0.11 Maximum 1.98 Q1 0.23 Median 0.28 Q3 0.40 Range 1.86 IQR 0.17

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TEXTURE2 - numeric

Descriptive Statistics Number of unique values 352 Sum 666.84 Mean 1.17 Mode 0.86 Standard deviation 0.50 Mean absolute deviation 0.37 Median absolute deviation 0.30 Coefficient of variation 0.42 Kurtosis 3.47 Skewness 1.55

Quantile Statistics Minimum 0.36 Maximum 3.93 Q1 0.84 Median 1.05 Q3 1.34 Range 3.57 IQR 0.50

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PERIMETER2 - numeric

Descriptive Statistics Number of unique values 310 Sum 1 390.48 Mean 2.44 Mode 2.87 Standard deviation 1.20 Mean absolute deviation 0.82 Median absolute deviation 0.58 Coefficient of variation 0.49 Kurtosis 8.38 Skewness 2.49

Quantile Statistics Minimum 0.00 Maximum 9.46 Q1 1.75 Median 2.06 Q3 2.86 Range 9.46 IQR 1.11

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AREA2 - numeric

Descriptive Statistics Number of unique values 475 Sum 16 062.95 Mean 28.23 Mode 19.18 Standard deviation 22.01 Mean absolute deviation 13.35 Median absolute deviation 9.42 Coefficient of variation 0.78 Kurtosis 19.93 Skewness 3.70

Quantile Statistics Minimum 7.88 Maximum 233.50 Q1 17.33 Median 20.98 Q3 29.44 Range 225.62 IQR 12.11

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SMOOTHNESS2 - numeric

Descriptive Statistics Number of unique values 462 Sum 3.61 Mean 0.01 Mode 0.01 Standard deviation 0.00 Mean absolute deviation 0.00 Median absolute deviation 0.00 Coefficient of variation 0.31 Kurtosis 0.95 Skewness 0.99

Quantile Statistics Minimum 0.00 Maximum 0.01 Q1 0.00 Median 0.01 Q3 0.01 Range 0.01 IQR 0.00

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COMPACTNESS2 - numeric

Descriptive Statistics Number of unique values 408 Sum 12.36 Mean 0.02 Mode 0.01 Standard deviation 0.02 Mean absolute deviation 0.01 Median absolute deviation 0.01 Coefficient of variation 0.69 Kurtosis 7.58 Skewness 2.23

Quantile Statistics Minimum 0.0 Maximum 0.12 Q1 0.01 Median 0.02 Q3 0.03 Range 0.12 IQR 0.02

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CONCAVITY2 - numeric

Descriptive Statistics Number of unique values 402 Sum 14.78 Mean 0.03 Mode 0.0 Standard deviation 0.03 Mean absolute deviation 0.02 Median absolute deviation 0.01 Coefficient of variation 1.00 Kurtosis 143.71 Skewness 8.97

Quantile Statistics Minimum 0.0 Maximum 0.47 Q1 0.01 Median 0.02 Q3 0.04 Range 0.47 IQR 0.02

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CONCAVE_POINTS2 - numeric

Descriptive Statistics Number of unique values 374 Sum 5.66 Mean 0.01 Mode 0.0 Standard deviation 0.00 Mean absolute deviation 0.00 Median absolute deviation 0.00 Coefficient of variation 0.47 Kurtosis 5.20 Skewness 0.84

Quantile Statistics Minimum 0.0 Maximum 0.04 Q1 0.01 Median 0.01 Q3 0.01 Range 0.04 IQR 0.01

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SYMMETRY2 - numeric

Descriptive Statistics Number of unique values 324 Sum 10.83 Mean 0.02 Mode 0.01 Standard deviation 0.01 Mean absolute deviation 0.00 Median absolute deviation 0.00 Coefficient of variation 0.34 Kurtosis 24.87 Skewness 3.49

Quantile Statistics Minimum 0.01 Maximum 0.09 Q1 0.01 Median 0.02 Q3 0.02 Range 0.08 IQR 0.01

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FRACTAL_DIMENSION2 - numeric

Descriptive Statistics Number of unique values 455 Sum 1.84 Mean 0.00 Mode 0.00 Standard deviation 0.00 Mean absolute deviation 0.00 Median absolute deviation 0.00 Coefficient of variation 0.54 Kurtosis 28.77 Skewness 3.72

Quantile Statistics Minimum 0.00 Maximum 0.02 Q1 0.00 Median 0.00 Q3 0.00 Range 0.02 IQR 0.00

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RADIUS3 - numeric

Descriptive Statistics Number of unique values 361 Sum 8 663.31 Mean 15.23 Mode 13.06 Standard deviation 3.41 Mean absolute deviation 2.52 Median absolute deviation 1.97 Coefficient of variation 0.22 Kurtosis 1.73 Skewness 1.30

Quantile Statistics Minimum 8.84 Maximum 30.37 Q1 13.11 Median 14.36 Q3 16.27 Range 21.53 IQR 3.16

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TEXTURE3 - numeric

Descriptive Statistics Number of unique values 458 Sum 14 068.07 Mean 24.72 Mode 22.03 Standard deviation 5.42 Mean absolute deviation 4.41 Median absolute deviation 3.91 Coefficient of variation 0.22 Kurtosis -0.06 Skewness 0.17

Quantile Statistics Minimum 1.93 Maximum 41.82 Q1 20.58 Median 24.48 Q3 28.34 Range 39.89 IQR 7.76

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PERIMETER3 - numeric

Descriptive Statistics Number of unique values 473 Sum 57 131.97 Mean 100.41 Mode 101.40 Standard deviation 24.87 Mean absolute deviation 18.68 Median absolute deviation 14.26 Coefficient of variation 0.25 Kurtosis 1.23 Skewness 1.18

Quantile Statistics Minimum 56.12 Maximum 186.20 Q1 85.0 Median 95.0 Q3 110.30 Range 130.08 IQR 25.30

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AREA3 - numeric

Descriptive Statistics Number of unique values 500 Sum 428 367.50 Mean 752.84 Mode 633.70 Standard deviation 371.49 Mean absolute deviation 270.07 Median absolute deviation 215.04 Coefficient of variation 0.49 Kurtosis 2.93 Skewness 1.71

Quantile Statistics Minimum 184.20 Maximum 2 495.0 Q1 515.90 Median 632.40 Q3 830.40 Range 2 310.80 IQR 314.50

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SMOOTHNESS3 - numeric

Descriptive Statistics Number of unique values 303 Sum 73.78 Mean 0.13 Mode 0.14 Standard deviation 0.02 Mean absolute deviation 0.01 Median absolute deviation 0.01 Coefficient of variation 0.14 Kurtosis 0.41 Skewness -0.04

Quantile Statistics Minimum 0.08 Maximum 0.19 Q1 0.12 Median 0.13 Q3 0.14 Range 0.11 IQR 0.02

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COMPACTNESS3 - numeric

Descriptive Statistics Number of unique values 479 Sum 127.80 Mean 0.22 Mode 0.19 Standard deviation 0.13 Mean absolute deviation 0.10 Median absolute deviation 0.08 Coefficient of variation 0.57 Kurtosis 2.55 Skewness 1.36

Quantile Statistics Minimum 0.0 Maximum 0.86 Q1 0.14 Median 0.19 Q3 0.29 Range 0.86 IQR 0.15

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CONCAVITY3 - numeric

Descriptive Statistics Number of unique values 467 Sum 126.51 Mean 0.22 Mode 0.0 Standard deviation 0.16 Mean absolute deviation 0.13 Median absolute deviation 0.12 Coefficient of variation 0.74 Kurtosis 0.93 Skewness 0.98

Quantile Statistics Minimum 0.0 Maximum 0.92 Q1 0.10 Median 0.18 Q3 0.34 Range 0.92 IQR 0.24

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CONCAVE_POINTS3 - numeric

Descriptive Statistics Number of unique values 430 Sum 56.94 Mean 0.10 Mode 0.0 Standard deviation 0.06 Mean absolute deviation 0.04 Median absolute deviation 0.04 Coefficient of variation 0.57 Kurtosis 0.28 Skewness 0.43

Quantile Statistics Minimum 0.0 Maximum 0.30 Q1 0.06 Median 0.09 Q3 0.14 Range 0.30 IQR 0.07

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SYMMETRY3 - numeric

Descriptive Statistics Number of unique values 381 Sum 159.09 Mean 0.28 Mode 0.23 Standard deviation 0.05 Mean absolute deviation 0.03 Median absolute deviation 0.03 Coefficient of variation 0.16 Kurtosis 4.24 Skewness 1.04

Quantile Statistics Minimum 0.16 Maximum 0.53 Q1 0.25 Median 0.28 Q3 0.31 Range 0.38 IQR 0.05

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FRACTAL_DIMENSION3 - numeric

Descriptive Statistics Number of unique values 344 Sum 48.03 Mean 0.08 Mode 0.07 Standard deviation 0.02 Mean absolute deviation 0.01 Median absolute deviation 0.01 Coefficient of variation 0.20 Kurtosis 2.19 Skewness 1.21

Quantile Statistics Minimum 0.06 Maximum 0.17 Q1 0.07 Median 0.08 Q3 0.09 Range 0.12 IQR 0.02

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Bivariate analysis

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Correlation Plot

Pearson Correlation

Spearman Correlation

Kendall Correlation

Pairplot

/Users/krishnadave/anaconda3/lib/python3.11/site-packages/seaborn/axisgrid.py:118: UserWarning:

The figure layout has changed to tight

/Users/krishnadave/anaconda3/lib/python3.11/site-packages/edvart/report_sections/bivariate_analysis.py:728: UserWarning:

The figure layout has changed to tight

Contingency table

Multivariate analysis

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Principal Component Analysis

First vs second principal component

Explained variance ratio: 46.00%

Explained variance ratio

Parallel coordinates

Parallel categories